For example:
* Correct: "The Southeast is known for its warm climate."
* Incorrect: "We traveled to the southeast last summer."
However, if you're using "southeast" as a direction, it is not capitalized:
* Correct: "We drove southeast for two hours."
In short, capitalize "Southeast" when it's a proper noun, but not when it's a direction.